{"id":16829,"date":"2024-12-16T06:15:11","date_gmt":"2024-12-16T06:15:11","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=16829"},"modified":"2024-12-16T06:22:45","modified_gmt":"2024-12-16T06:22:45","slug":"machine-learning-models","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/machine-learning-models\/","title":{"rendered":"Machine Learning Models"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link href=\"https:\/\/fonts.googleapis.com\/css2?display=swap&amp;family=Public+Sans%3Awght%40400%3B700&amp;family=Roboto\" rel=\"stylesheet\"\/>\n<style amp-boilerplate=\"\">body{-webkit-animation:-amp-start 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.audio-sticker {\n                font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen-Sans, Ubuntu, Cantarell, 'Helvetica Neue', sans-serif;\n              }\n              <\/style>\n<p><meta name=\"web-stories-replace-head-start\"\/><title>Machine Learning Models<\/title><link rel=\"canonical\" href=\"https:\/\/pickl.ai\/blog\/web-stories\/machine-learning-models\/\"\/><meta name=\"web-stories-replace-head-end\"\/><\/head><body><amp-story standalone=\"\" publisher=\"Pickl.AI\" publisher-logo-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/01\/cropped-cropped-favicon.png\" title=\"Machine Learning Models\" poster-portrait-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/12\/cropped-Edit-Story-Machine-Learning-Models-\u2039-Pickl-AI-\u2014-WordPress-12-16-2024_11_40_AM.png\"><amp-story-page id=\"4dc45791-28b8-416a-b74a-da6ddc409a14\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#f1f1f1\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-7ba32155-8890-41dc-9274-00c12b98ba50\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:13.43042%;width:71.1165%;height:20.06472%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6825938566552902% 0.6825938566552902% 0.6825938566552902% 0.6825938566552902% \/ 1.6129032258064515% 1.6129032258064515% 1.6129032258064515% 1.6129032258064515%\" id=\"el-ff0f3ff9-40aa-4f4e-b47a-b5a3e4815d37\">\n<h1 id=\"machine-learning-models\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.8796928327645053% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.728155em;line-height:0.8;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #6e6e6e\">Machine Learning Models<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.8932%;top:36.40777%;width:55.33981%;height:3.07443%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8771929824561403% 0.8771929824561403% 0.8771929824561403% 0.8771929824561403% \/ 10.526315789473683% 10.526315789473683% 10.526315789473683% 10.526315789473683%\" id=\"el-3e5526ca-7072-4b35-b576-b40026c28fed\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-1.1403508771929824% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.258900em;line-height:1.5;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #6e6e6e\">Exploring the Four Key Types<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-19.17476%;top:43.68932%;width:107.52427%;height:74.43366%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:112.86681715575622% 112.86681715575622% 112.86681715575622% 112.86681715575622% \/ 108.69565217391303% 108.69565217391303% 108.69565217391303% 108.69565217391303%\" class=\"mask\" id=\"el-f20b44a4-6d86-43c9-bc1d-d59bf149a540\">\n<div 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550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/12\/62889-380x380.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/12\/62889-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/12\/62889-255x255.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/12\/62889-200x200.jpg 200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/12\/62889-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/12\/62889-110x110.jpg 110w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/12\/62889-96x96.jpg 96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/12\/62889-80x80.jpg 80w\" sizes=\"(min-width: 1024px) 14vh, 31vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:76.05178%;width:76.94175%;height:5.33981%;opacity:1\">\n<div id=\"anim-24a03452-379b-4cdf-9126-8b2c57775996\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6309148264984227% 0.6309148264984227% 0.6309148264984227% 0.6309148264984227% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-e22da101-952c-4c7f-b51f-0744cfc57cd1\">\n<h2 id=\"supervised-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.656151419558359% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.453074em;line-height:0.8;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #292929\">Supervised Learning<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.8932%;top:82.52427%;width:76.69903%;height:7.44337%;opacity:1\">\n<div id=\"anim-327efc37-db04-4616-88de-1835eb7d0ea9\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 4.3478260869565215% 4.3478260869565215% 4.3478260869565215% 4.3478260869565215%\" id=\"el-5aadc105-735c-471a-954f-26aa30f31c9a\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.6408227848101261% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.291262em;line-height:1.4;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #292929\">Trains models on labeled data to predict outcomes based on input.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:91.10032%;width:27.6699%;height:3.55987%;opacity:1\">\n<div id=\"anim-3515b9d3-0e3a-4af4-9d82-ff5610b38ef9\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-accdb992-7cb3-49f3-b176-09959f26b707\">\n<div class=\"fill\" style=\"background-color:#0373ff;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div 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z\"><\/path><\/clipPath><\/defs><\/svg><\/p>\n<div class=\"fill\" style=\"background-color:#b5d7ff;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:74.75728%;width:63.34951%;height:9.87055%;opacity:1\">\n<div id=\"anim-96b9d42a-65c3-45c7-a2de-a907f6cbe1df\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7662835249042145% 0.7662835249042145% 0.7662835249042145% 0.7662835249042145% \/ 3.278688524590164% 3.278688524590164% 3.278688524590164% 3.278688524590164%\" id=\"el-89f48602-1fd4-490e-88b9-2714ebc39ec5\">\n<h2 id=\"unsupervised-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.9386973180076625% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Unsupervised Learning<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:87.54045%;width:77.18447%;height:7.76699%;opacity:1\">\n<div id=\"anim-5464b348-09f7-47b9-9b80-bc399501246e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.628930817610063% 0.628930817610063% 0.628930817610063% 0.628930817610063% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%\" id=\"el-43bcc68b-e4ef-48ae-9545-0f2d7e907406\">\n<p class=\"fill text-wrapper\" 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1024px) 38vh, 83vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:86.24595%;width:76.69903%;height:7.44337%;opacity:1\">\n<div id=\"anim-1778fb44-1520-4996-968a-6b5174b6d73a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 4.3478260869565215% 4.3478260869565215% 4.3478260869565215% 4.3478260869565215%\" id=\"el-9f0dcb16-c292-4289-bb31-88941eb19904\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.6408227848101261% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.291262em;line-height:1.4;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #292929\">Uses both labeled and unlabeled data for improved learning efficiency.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:74.59547%;width:76.69903%;height:9.87055%;opacity:1\">\n<div id=\"anim-117a1264-0c8b-4f31-a64d-0e6003cc3cae\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 3.278688524590164% 3.278688524590164% 3.278688524590164% 3.278688524590164%\" id=\"el-45005b9d-8bd8-4c48-a76c-c79798db9268\">\n<h2 id=\"semi-supervised-learning\" class=\"fill text-wrapper\" 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0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Reinforcement Learning<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:87.54045%;width:77.18447%;height:7.76699%;opacity:1\">\n<div id=\"anim-c812bf31-cf4f-48f9-9252-81a07ac4c5cd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.628930817610063% 0.628930817610063% 0.628930817610063% 0.628930817610063% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%\" id=\"el-4e016c5d-e0e7-439f-931b-10018072bea2\">\n<p class=\"fill text-wrapper\" 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96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/3d-artificial-intelligence-digital-brain-neural-network-ai-servers-robots-technology-artificial-bot-mind-1-80x80.jpg 80w\" sizes=\"(min-width: 1024px) 15vh, 32vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:53.9644%;width:31.31068%;height:20.87379%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:77.51937984496125% 77.51937984496125% 77.51937984496125% 77.51937984496125% \/ 77.51937984496125% 77.51937984496125% 77.51937984496125% 77.51937984496125%\" class=\"mask\" id=\"el-ce12c7fd-764a-4a48-993e-5cf1d13b6d70\">\n<div style=\"position:absolute;width:100.00002%;height:100%;left:-0.00001%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1.jpg\" alt=\"Dimensionality Reduction\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1.jpg 600w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1-550x550.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1-380x380.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1-255x255.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1-200x200.jpg 200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1-110x110.jpg 110w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1-96x96.jpg 96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/09\/vr-headset-using-ai-artificial-intelligence-technology-machine-learning-1-80x80.jpg 80w\" sizes=\"(min-width: 1024px) 14vh, 31vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:76.05178%;width:76.94175%;height:5.33981%;opacity:1\">\n<div id=\"anim-a5a6ea08-df38-40bc-888b-fae02654b050\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6309148264984227% 0.6309148264984227% 0.6309148264984227% 0.6309148264984227% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-f958eac5-6ad7-46cb-81ff-ca2467fe9046\">\n<h2 id=\"decision-trees\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.656151419558359% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.453074em;line-height:0.8;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #292929\">Decision Trees<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div 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branches for classification or regression.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:38.47087%;top:0;width:23.05825%;height:5.33981%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-a9bcf108-7102-4197-a6f5-20428ffed9b4\">\n<div style=\"position:absolute;width:100.39559%;height:100%;left:-0.19779%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/11\/pickl-new-logo-updated-png-1.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/11\/pickl-new-logo-updated-png-1.png 500w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/11\/pickl-new-logo-updated-png-1-300x104.png 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/11\/pickl-new-logo-updated-png-1-255x88.png 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height=\"0\"><defs><clipPath id=\"el-c84da3bd-1c4b-4f23-a916-41781cc22d6f\" transform=\"scale(1 1)\" clipPathUnits=\"objectBoundingBox\"><path d=\"M 0.972222 , 0.500000 c 0.000000 , 0.261111 -0.211111 , 0.472222 -0.472222 , 0.472222 S 0.027778 , 0.761111 , 0.027778 , 0.500000 S 0.238889 , 0.027778 , 0.500000 , 0.027778 S 0.972222 , 0.238889 , 0.972222 , 0.500000 z\"><\/path><\/clipPath><\/defs><\/svg><\/p>\n<div class=\"fill\" style=\"background-color:#b5d7ff;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:67.96117%;width:63.34951%;height:9.87055%;opacity:1\">\n<div id=\"anim-d6c4cada-f83c-44a7-ba02-62249e244e62\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7662835249042145% 0.7662835249042145% 0.7662835249042145% 0.7662835249042145% \/ 3.278688524590164% 3.278688524590164% 3.278688524590164% 3.278688524590164%\" id=\"el-2d9ef004-9b67-4b39-9e59-a05451c8d56a\">\n<h2 id=\"support-vector-machines-svm\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.9386973180076625% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Support Vector Machines (SVM)<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:80.74434%;width:77.18447%;height:12.13592%;opacity:1\">\n<div id=\"anim-660c4e4d-1006-4e78-9ef1-176c9cd98b0d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.628930817610063% 0.628930817610063% 0.628930817610063% 0.628930817610063% \/ 2.666666666666667% 2.666666666666667% 2.666666666666667% 2.666666666666667%\" id=\"el-712c9cf2-2191-429e-9eca-091aca4af95b\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.9198113207547166% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.291262em;line-height:1.5;text-align:left;padding:0;color:#000000\"><span>Classifies data by finding the best hyperplane in high-dimensional space.<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:94.41748%;width:27.6699%;height:3.55987%;opacity:1\">\n<div id=\"anim-c7f18f3f-78bf-4a7f-b47b-5b2baaacd350\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-27764038-0cc7-4f4f-814a-37f35f017177\">\n<div class=\"fill\" style=\"background-color:#0373ff;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.19903%;top:95.30744%;width:22.08738%;height:3.72168%;opacity:1\">\n<div id=\"anim-e81383a4-f3bb-4b4a-aae5-945d66ea9dc6\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 8.695652173913043% 8.695652173913043% 8.695652173913043% 8.695652173913043%\" id=\"el-45b3ae26-ba53-44d8-bf20-7663ab3e039a\"><a href=\"https:\/\/pickl.ai\/blog\/an-essential-introduction-to-svm-algorithm-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-2.jpg\" data-tooltip-text=\"Introduction to SVM Algorithm in Machine Learning\" target=\"_blank\" rel=\"noreferrer\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:5.168269230769231% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:0.5;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:38.47087%;top:0;width:23.05825%;height:5.33981%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-b0d7fda9-524d-4e7b-afb3-5346ec91b521\">\n<div style=\"position:absolute;width:100.39559%;height:100%;left:-0.19779%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/11\/pickl-new-logo-updated-png-1.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/11\/pickl-new-logo-updated-png-1.png 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type=\"application\/json\">[{\"selector\":\"#anim-e20cb686-b614-4a6c-b81d-e1348ade394e\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#f1f1f1\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e731c8c4-c6c2-45f6-9232-1c5ab1f1a41f\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div 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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:4.624277456647398% 4.624277456647398% 4.624277456647398% 4.624277456647398% \/ 3.088803088803089% 3.088803088803089% 3.088803088803089% 3.088803088803089%\" class=\"mask\" id=\"el-cf5f0d3f-c117-478b-810c-3f44c633ab2f\">\n<div style=\"position:absolute;width:149.711%;height:100%;left:-24.8555%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/modern-workspace-endless-collaboration-innovation-2.jpg\" alt=\"Passive and Active Learning in Machine Learning\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/modern-workspace-endless-collaboration-innovation-2.jpg 600w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/modern-workspace-endless-collaboration-innovation-2-550x550.jpg 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96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/modern-workspace-endless-collaboration-innovation-2-80x80.jpg 80w\" sizes=\"(min-width: 1024px) 19vh, 42vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.03883%;top:43.20388%;width:85.43689%;height:28.9644%;opacity:1\">\n<div id=\"anim-33267837-5e0a-426a-bf7f-772fb88a7e88\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-399f4d9a-00ff-4afc-b910-d5565b80e492\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(108.80683%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.272727272727273% 2.272727272727273% 2.272727272727273% 2.272727272727273% \/ 4.4692737430167595% 4.4692737430167595% 4.4692737430167595% 4.4692737430167595%\" class=\"mask\" id=\"el-2de97f95-97e4-439b-808a-328eb6ee7201\">\n<div style=\"position:absolute;width:100%;height:102.91248%;left:0%;top:-1.45624%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12.jpg\" alt=\"Discovering Deep Boltzmann Machines in Deep Learning\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12.jpg 1200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12-1160x607.jpg 1160w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12-1024x536.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12-800x419.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12-768x402.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12-550x288.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12-380x199.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12-300x157.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12-255x133.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/image2-12-200x105.jpg 200w\" sizes=\"(min-width: 1024px) 38vh, 85vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:86.24595%;width:76.69903%;height:7.44337%;opacity:1\">\n<div id=\"anim-770c506e-cf15-4e7b-bdc5-0efee0a6672e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 4.3478260869565215% 4.3478260869565215% 4.3478260869565215% 4.3478260869565215%\" id=\"el-b49b3ad7-33bc-446b-b274-263e1c38fbb3\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.6408227848101261% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.291262em;line-height:1.4;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #292929\">Classifies data based on the majority class of its nearest neighbors.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:74.59547%;width:76.69903%;height:9.87055%;opacity:1\">\n<div id=\"anim-e20cb686-b614-4a6c-b81d-e1348ade394e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 3.278688524590164% 3.278688524590164% 3.278688524590164% 3.278688524590164%\" id=\"el-50cd3ff3-e4b8-47cf-809f-8e7c85039e01\">\n<h2 id=\"k-nearest-neighbors-knn\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.7753164556962023% 0;font-family:&quot;Public Sans&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">K-Nearest Neighbors (KNN)<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:38.47087%;top:0;width:23.05825%;height:5.33981%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" 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